The city's firefighters were on hand to rescue the players on Tuesday and safely lead them out of the lift.
The result leaves PSG in third position in the group and sit three points behind Manchester United and Leipzig.
PSG defeated Leipzig to reach their first ever Champions League final last season before losing 1-0 to Bayern Munich.
"The press in France always asks the question, says that I am in danger," PSG boss Thomas Tuchel told reporters after the game.
"It's been like that since my arrival, I don't know why. It's the impression that the press and the environment are very, very critical, that's how it is.
"We can accept that it does not change my work with the team and the staff. It's the life of a coach in Paris, it's never enough. No problem for me. There are difficult phases in sport."